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On December 18, 2025 at 8:46:49 AM UTC,
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Added resource AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION MODEL to AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION MODEL
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| 2 | "author": null, | 2 | "author": null, | ||
| 3 | "author_email": null, | 3 | "author_email": null, | ||
| 4 | "contributor": [ | 4 | "contributor": [ | ||
| 5 | { | 5 | { | ||
| 6 | "email": "joshua@frontierdominion.com ", | 6 | "email": "joshua@frontierdominion.com ", | ||
| 7 | "name": "Joshua Charles" | 7 | "name": "Joshua Charles" | ||
| 8 | } | 8 | } | ||
| 9 | ], | 9 | ], | ||
| 10 | "creator_user_id": "e24060d3-4a96-4ef2-95e7-705f6a31c2a1", | 10 | "creator_user_id": "e24060d3-4a96-4ef2-95e7-705f6a31c2a1", | ||
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| 14 | "language": "en", | 14 | "language": "en", | ||
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| 16 | "license_title": "License not specified", | 16 | "license_title": "License not specified", | ||
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| 19 | "metadata_created": "2025-12-18T08:30:05.941127", | 19 | "metadata_created": "2025-12-18T08:30:05.941127", | ||
| n | 20 | "metadata_modified": "2025-12-18T08:41:54.721934", | n | 20 | "metadata_modified": "2025-12-18T08:46:48.968344", |
| 21 | "name": | 21 | "name": | ||
| 22 | -model-the-southern-african-development-community-and-the-paris-club", | 22 | -model-the-southern-african-development-community-and-the-paris-club", | ||
| 23 | "no_pii_confirmation": "1", | 23 | "no_pii_confirmation": "1", | ||
| 24 | "notes": "In the mid-20th century, several supranational | 24 | "notes": "In the mid-20th century, several supranational | ||
| 25 | organisations came into existence to address the desire for strong | 25 | organisations came into existence to address the desire for strong | ||
| 26 | human rights and the rule of law. Countries in the Global South, | 26 | human rights and the rule of law. Countries in the Global South, | ||
| 27 | particularly those from Southern Africa, sought to advance their | 27 | particularly those from Southern Africa, sought to advance their | ||
| 28 | national political liberation through supranational efforts, hence the | 28 | national political liberation through supranational efforts, hence the | ||
| 29 | birth of the Southern African Development Coordination Conference | 29 | birth of the Southern African Development Coordination Conference | ||
| 30 | (SADCC), which eventually became the Southern African Development | 30 | (SADCC), which eventually became the Southern African Development | ||
| 31 | Community (SADC). The SADC, with its Vision 2050, aims to promote | 31 | Community (SADC). The SADC, with its Vision 2050, aims to promote | ||
| 32 | peace and security sustenance as socioeconomic transformation in | 32 | peace and security sustenance as socioeconomic transformation in | ||
| 33 | Southern Africa. However, while the SADC functions to operate in a | 33 | Southern Africa. However, while the SADC functions to operate in a | ||
| 34 | collaborative fashion, member states have struggled with achieving | 34 | collaborative fashion, member states have struggled with achieving | ||
| 35 | debt sustainability. In response, the Paris Club, an informal | 35 | debt sustainability. In response, the Paris Club, an informal | ||
| 36 | organisation of creditor countries, created innovative debt relief | 36 | organisation of creditor countries, created innovative debt relief | ||
| 37 | solutions for indebted countries. These solutions are referenced in | 37 | solutions for indebted countries. These solutions are referenced in | ||
| 38 | the Paris Club\u2019s archives, which is the central data source for | 38 | the Paris Club\u2019s archives, which is the central data source for | ||
| 39 | this study. To derive insights from these archives, this study | 39 | this study. To derive insights from these archives, this study | ||
| 40 | utilised the Latent Dirichlet Allocation (LDA) model to thematically | 40 | utilised the Latent Dirichlet Allocation (LDA) model to thematically | ||
| 41 | analyse the Paris Club\u2019s archives targeted towards SADC member | 41 | analyse the Paris Club\u2019s archives targeted towards SADC member | ||
| 42 | states. The results from this study substantiate the Paris Club\u2019s | 42 | states. The results from this study substantiate the Paris Club\u2019s | ||
| 43 | role in facilitating debt restructuring efforts, such as debt service | 43 | role in facilitating debt restructuring efforts, such as debt service | ||
| 44 | suspensions, when interacting with the SADC, particularly prioritising | 44 | suspensions, when interacting with the SADC, particularly prioritising | ||
| 45 | the debt sustainability of Angola, the Democratic Republic of Congo, | 45 | the debt sustainability of Angola, the Democratic Republic of Congo, | ||
| 46 | Seychelles, and Zambia.", | 46 | Seychelles, and Zambia.", | ||
| n | 47 | "num_resources": 0, | n | 47 | "num_resources": 1, |
| 48 | "num_tags": 1, | 48 | "num_tags": 1, | ||
| 49 | "organization": { | 49 | "organization": { | ||
| 50 | "approval_status": "approved", | 50 | "approval_status": "approved", | ||
| 51 | "created": "2024-08-30T16:51:12.259582", | 51 | "created": "2024-08-30T16:51:12.259582", | ||
| 52 | "description": "Southern African Institute for Policy and | 52 | "description": "Southern African Institute for Policy and | ||
| 53 | Research", | 53 | Research", | ||
| 54 | "id": "5955ab61-5eed-44e0-bafd-070cb69ca7bc", | 54 | "id": "5955ab61-5eed-44e0-bafd-070cb69ca7bc", | ||
| 55 | "image_url": | 55 | "image_url": | ||
| 56 | "2025-09-27-135637.174418saipar-logo.5a6e128e986a-3115376569.jpg", | 56 | "2025-09-27-135637.174418saipar-logo.5a6e128e986a-3115376569.jpg", | ||
| 57 | "is_organization": true, | 57 | "is_organization": true, | ||
| 58 | "name": "saipar", | 58 | "name": "saipar", | ||
| 59 | "state": "active", | 59 | "state": "active", | ||
| 60 | "title": "Southern African Institute for Policy and Research", | 60 | "title": "Southern African Institute for Policy and Research", | ||
| 61 | "type": "organization" | 61 | "type": "organization" | ||
| 62 | }, | 62 | }, | ||
| 63 | "owner_org": "5955ab61-5eed-44e0-bafd-070cb69ca7bc", | 63 | "owner_org": "5955ab61-5eed-44e0-bafd-070cb69ca7bc", | ||
| 64 | "private": false, | 64 | "private": false, | ||
| 65 | "publisher": [ | 65 | "publisher": [ | ||
| 66 | { | 66 | { | ||
| 67 | "email": "dbwalyatembo@yahoo.com/ marja.hinfelaar@saipar.org", | 67 | "email": "dbwalyatembo@yahoo.com/ marja.hinfelaar@saipar.org", | ||
| 68 | "name": "Southern African Institute for Policy and Research", | 68 | "name": "Southern African Institute for Policy and Research", | ||
| 69 | "url": "" | 69 | "url": "" | ||
| 70 | } | 70 | } | ||
| 71 | ], | 71 | ], | ||
| 72 | "relationships_as_object": [], | 72 | "relationships_as_object": [], | ||
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| 76 | { | ||||
| 77 | "cache_last_updated": null, | ||||
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| 79 | "created": "2025-12-18T08:46:48.979373", | ||||
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| 81 | "description": "The paper revealed topical observations related | ||||
| 82 | to the Paris Club\u2019s archives for member states of the Southern | ||||
| 83 | African Development Community. Ultimately, it was found that the | ||||
| 84 | archives highlighted the Paris Club\u2019s role in creating debt | ||||
| 85 | relief solutions such as debt service suspensions and reductions | ||||
| 86 | tailored for the SADC", | ||||
| 87 | "format": "PDF", | ||||
| 88 | "hash": "", | ||||
| 89 | "id": "24ad798c-ec8f-4708-93bf-f3720d84fd1b", | ||||
| 90 | "last_modified": "2025-12-18T08:46:48.956122", | ||||
| 91 | "lfs_prefix": | ||||
| 92 | -model-the-southern-african-development-community-and-the-paris-club", | ||||
| 93 | "metadata_modified": "2025-12-18T08:46:48.973582", | ||||
| 94 | "mimetype": "application/pdf", | ||||
| 95 | "mimetype_inner": null, | ||||
| 96 | "name": "AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION | ||||
| 97 | MODEL", | ||||
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| 104 | "state": "active", | ||||
| 105 | "url": | ||||
| 106 | download/an-application-of-the-latent-dirichlet-allocation-model.pdf", | ||||
| 107 | "url_type": "upload" | ||||
| 108 | } | ||||
| 109 | ], | ||||
| 76 | "rights": "", | 110 | "rights": "", | ||
| 77 | "state": "draft", | 111 | "state": "draft", | ||
| 78 | "tags": [ | 112 | "tags": [ | ||
| 79 | { | 113 | { | ||
| 80 | "display_name": "AN APPLICATION OF THE LATENT DIRICHLET | 114 | "display_name": "AN APPLICATION OF THE LATENT DIRICHLET | ||
| 81 | ALLOCATION MODEL", | 115 | ALLOCATION MODEL", | ||
| 82 | "id": "019b91b8-d631-4c71-97d0-dc060d00124a", | 116 | "id": "019b91b8-d631-4c71-97d0-dc060d00124a", | ||
| 83 | "name": "AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION | 117 | "name": "AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION | ||
| 84 | MODEL", | 118 | MODEL", | ||
| 85 | "state": "active", | 119 | "state": "active", | ||
| 86 | "vocabulary_id": null | 120 | "vocabulary_id": null | ||
| 87 | } | 121 | } | ||
| 88 | ], | 122 | ], | ||
| 89 | "temporal_end": "", | 123 | "temporal_end": "", | ||
| 90 | "temporal_start": "", | 124 | "temporal_start": "", | ||
| 91 | "title": "AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION MODEL", | 125 | "title": "AN APPLICATION OF THE LATENT DIRICHLET ALLOCATION MODEL", | ||
| 92 | "type": "data", | 126 | "type": "data", | ||
| 93 | "url": null, | 127 | "url": null, | ||
| 94 | "version": null | 128 | "version": null | ||
| 95 | } | 129 | } |